Overview

Brought to you by YData

Dataset statistics

Number of variables22
Number of observations139050
Missing cells1948193
Missing cells (%)63.7%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory23.3 MiB
Average record size in memory176.0 B

Variable types

Numeric21
DateTime1

Alerts

alkalinity is highly overall correlated with bicarbonateHigh correlation
bicarbonate is highly overall correlated with alkalinityHigh correlation
calcium is highly overall correlated with hardness and 1 other fieldsHigh correlation
carbonate is highly overall correlated with morning_pHHigh correlation
evening_pH is highly overall correlated with morning_pHHigh correlation
evening_salinity is highly overall correlated with hardness and 1 other fieldsHigh correlation
evening_temperature is highly overall correlated with morning_temperatureHigh correlation
hardness is highly overall correlated with calcium and 3 other fieldsHigh correlation
magnesium is highly overall correlated with calcium and 1 other fieldsHigh correlation
morning_pH is highly overall correlated with carbonate and 1 other fieldsHigh correlation
morning_salinity is highly overall correlated with evening_salinity and 1 other fieldsHigh correlation
morning_temperature is highly overall correlated with evening_temperatureHigh correlation
nitrate is highly overall correlated with tomHigh correlation
tom is highly overall correlated with nitrateHigh correlation
morning_temperature has 41855 (30.1%) missing valuesMissing
evening_temperature has 49839 (35.8%) missing valuesMissing
morning_do has 61324 (44.1%) missing valuesMissing
evening_do has 65098 (46.8%) missing valuesMissing
morning_salinity has 46388 (33.4%) missing valuesMissing
evening_salinity has 73957 (53.2%) missing valuesMissing
morning_pH has 20115 (14.5%) missing valuesMissing
evening_pH has 78101 (56.2%) missing valuesMissing
transparency has 61750 (44.4%) missing valuesMissing
ammonia has 135302 (97.3%) missing valuesMissing
nitrate has 136888 (98.4%) missing valuesMissing
nitrite has 129293 (93.0%) missing valuesMissing
alkalinity has 125533 (90.3%) missing valuesMissing
hardness has 133525 (96.0%) missing valuesMissing
calcium has 132458 (95.3%) missing valuesMissing
magnesium has 132430 (95.2%) missing valuesMissing
carbonate has 133762 (96.2%) missing valuesMissing
bicarbonate has 132372 (95.2%) missing valuesMissing
tom has 131774 (94.8%) missing valuesMissing
total_plankton_ has 126429 (90.9%) missing valuesMissing
morning_temperature is highly skewed (γ1 = 212.9715056)Skewed
evening_temperature is highly skewed (γ1 = 116.369727)Skewed
morning_do is highly skewed (γ1 = 273.4978107)Skewed
evening_do is highly skewed (γ1 = 192.2397798)Skewed
morning_salinity is highly skewed (γ1 = 223.215795)Skewed
evening_salinity is highly skewed (γ1 = 197.8142468)Skewed
morning_pH is highly skewed (γ1 = 322.0599679)Skewed
evening_pH is highly skewed (γ1 = 142.9888739)Skewed
ammonia is highly skewed (γ1 = 57.36560045)Skewed
nitrate is highly skewed (γ1 = 25.5155979)Skewed
nitrite is highly skewed (γ1 = 66.95359829)Skewed
alkalinity is highly skewed (γ1 = 90.45583932)Skewed
hardness is highly skewed (γ1 = 73.53920388)Skewed
carbonate is highly skewed (γ1 = 23.10383739)Skewed
bicarbonate is highly skewed (γ1 = 74.9889146)Skewed
tom is highly skewed (γ1 = 35.1254181)Skewed
total_plankton_ is highly skewed (γ1 = 73.73979077)Skewed
alkalinity has 1967 (1.4%) zerosZeros
carbonate has 3043 (2.2%) zerosZeros
total_plankton_ has 3068 (2.2%) zerosZeros

Reproduction

Analysis started2024-08-14 12:56:04.456294
Analysis finished2024-08-14 12:58:08.550298
Duration2 minutes and 4.09 seconds
Software versionydata-profiling vv4.9.0
Download configurationconfig.json

Variables

cycle_id
Real number (ℝ)

Distinct2500
Distinct (%)1.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean20268.853
Minimum3458
Maximum29874
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size1.1 MiB
2024-08-14T19:58:08.829088image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/

Quantile statistics

Minimum3458
5-th percentile10031
Q116776
median20197
Q324739
95-th percentile27707
Maximum29874
Range26416
Interquartile range (IQR)7963

Descriptive statistics

Standard deviation5401.4365
Coefficient of variation (CV)0.2664895
Kurtosis-0.089321286
Mean20268.853
Median Absolute Deviation (MAD)4035
Skewness-0.55889504
Sum2.818384 × 109
Variance29175516
MonotonicityNot monotonic
2024-08-14T19:58:09.233021image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
23327 202
 
0.1%
23328 201
 
0.1%
23329 198
 
0.1%
24739 194
 
0.1%
23330 192
 
0.1%
23331 189
 
0.1%
24519 189
 
0.1%
23326 188
 
0.1%
24520 186
 
0.1%
24304 186
 
0.1%
Other values (2490) 137125
98.6%
ValueCountFrequency (%)
3458 27
 
< 0.1%
3459 27
 
< 0.1%
4036 3
 
< 0.1%
4038 5
 
< 0.1%
4039 5
 
< 0.1%
4044 86
0.1%
4045 86
0.1%
4046 80
0.1%
4047 77
0.1%
4048 86
0.1%
ValueCountFrequency (%)
29874 12
 
< 0.1%
29873 12
 
< 0.1%
29679 2
 
< 0.1%
29659 14
< 0.1%
29619 31
< 0.1%
29597 28
< 0.1%
29579 24
< 0.1%
29557 16
< 0.1%
29518 33
< 0.1%
29513 27
< 0.1%
Distinct1427
Distinct (%)1.0%
Missing0
Missing (%)0.0%
Memory size1.1 MiB
Minimum2020-05-03 00:00:00
Maximum2024-04-01 00:00:00
2024-08-14T19:58:09.546259image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:58:09.870272image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)

morning_temperature
Real number (ℝ)

HIGH CORRELATION  MISSING  SKEWED 

Distinct4793
Distinct (%)4.9%
Missing41855
Missing (%)30.1%
Infinite0
Infinite (%)0.0%
Mean28.580945
Minimum0
Maximum27341
Zeros1
Zeros (%)< 0.1%
Negative0
Negative (%)0.0%
Memory size1.1 MiB
2024-08-14T19:58:10.180730image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile25.3037
Q127
median28
Q329
95-th percentile30.4
Maximum27341
Range27341
Interquartile range (IQR)2

Descriptive statistics

Standard deviation106.89679
Coefficient of variation (CV)3.7401419
Kurtosis49066.076
Mean28.580945
Median Absolute Deviation (MAD)1
Skewness212.97151
Sum2777924.9
Variance11426.924
MonotonicityNot monotonic
2024-08-14T19:58:10.560995image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
28 6810
 
4.9%
27 5321
 
3.8%
29 4196
 
3.0%
26 1959
 
1.4%
30 1418
 
1.0%
28.5 1348
 
1.0%
28.6 1285
 
0.9%
27.5 1276
 
0.9%
28.3 1259
 
0.9%
27.8 1227
 
0.9%
Other values (4783) 71096
51.1%
(Missing) 41855
30.1%
ValueCountFrequency (%)
0 1
< 0.1%
2 1
< 0.1%
2.2 1
< 0.1%
2.5 1
< 0.1%
2.64 1
< 0.1%
2.73 1
< 0.1%
2.77 1
< 0.1%
2.81 1
< 0.1%
2.84 1
< 0.1%
2.98 1
< 0.1%
ValueCountFrequency (%)
27341 1
< 0.1%
13519.4785 1
< 0.1%
13517.5095 1
< 0.1%
285 1
< 0.1%
283 1
< 0.1%
281 2
< 0.1%
261 1
< 0.1%
218 1
< 0.1%
130 1
< 0.1%
119.2 1
< 0.1%

evening_temperature
Real number (ℝ)

HIGH CORRELATION  MISSING  SKEWED 

Distinct5386
Distinct (%)6.0%
Missing49839
Missing (%)35.8%
Infinite0
Infinite (%)0.0%
Mean29.908567
Minimum0
Maximum1078.9333
Zeros1
Zeros (%)< 0.1%
Negative0
Negative (%)0.0%
Memory size1.1 MiB
2024-08-14T19:58:11.506170image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile26.7
Q128.9
median30
Q331
95-th percentile32.9
Maximum1078.9333
Range1078.9333
Interquartile range (IQR)2.1

Descriptive statistics

Standard deviation5.8170134
Coefficient of variation (CV)0.19449322
Kurtosis18650.396
Mean29.908567
Median Absolute Deviation (MAD)1.038
Skewness116.36973
Sum2668173.2
Variance33.837644
MonotonicityNot monotonic
2024-08-14T19:58:11.929987image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
30 5127
 
3.7%
29 4263
 
3.1%
31 3139
 
2.3%
28 1997
 
1.4%
32 1305
 
0.9%
29.5 1176
 
0.8%
29.8 1172
 
0.8%
29.6 1107
 
0.8%
29.3 1078
 
0.8%
29.4 1066
 
0.8%
Other values (5376) 67781
48.7%
(Missing) 49839
35.8%
ValueCountFrequency (%)
0 1
< 0.1%
0.1 1
< 0.1%
1 1
< 0.1%
1.2 1
< 0.1%
2.11 1
< 0.1%
2.164 1
< 0.1%
2.3 1
< 0.1%
2.38 1
< 0.1%
2.41 1
< 0.1%
2.48 1
< 0.1%
ValueCountFrequency (%)
1078.933333 1
< 0.1%
928.6 1
< 0.1%
302 1
< 0.1%
300 1
< 0.1%
297 1
< 0.1%
295 1
< 0.1%
293.1 1
< 0.1%
286 1
< 0.1%
278.9 1
< 0.1%
271 2
< 0.1%

morning_do
Real number (ℝ)

MISSING  SKEWED 

Distinct6531
Distinct (%)8.4%
Missing61324
Missing (%)44.1%
Infinite0
Infinite (%)0.0%
Mean5.9041004
Minimum-52.885
Maximum60043
Zeros97
Zeros (%)0.1%
Negative19
Negative (%)< 0.1%
Memory size1.1 MiB
2024-08-14T19:58:12.283450image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/

Quantile statistics

Minimum-52.885
5-th percentile3
Q14.231
median4.97
Q35.64
95-th percentile6.963
Maximum60043
Range60095.885
Interquartile range (IQR)1.409

Descriptive statistics

Standard deviation216.81042
Coefficient of variation (CV)36.722009
Kurtosis75658.13
Mean5.9041004
Median Absolute Deviation (MAD)0.71
Skewness273.49781
Sum458902.1
Variance47006.76
MonotonicityNot monotonic
2024-08-14T19:58:12.640274image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
5 1878
 
1.4%
4 1208
 
0.9%
4.5 891
 
0.6%
5.2 878
 
0.6%
5.5 872
 
0.6%
5.3 854
 
0.6%
6 848
 
0.6%
4.8 778
 
0.6%
4.2 768
 
0.6%
5.1 764
 
0.5%
Other values (6521) 67987
48.9%
(Missing) 61324
44.1%
ValueCountFrequency (%)
-52.885 1
< 0.1%
-21.359 1
< 0.1%
-18.063 1
< 0.1%
-14.704 1
< 0.1%
-14.68 1
< 0.1%
-14.665 1
< 0.1%
-14.613 1
< 0.1%
-14.535 1
< 0.1%
-14.445 1
< 0.1%
-12.664 1
< 0.1%
ValueCountFrequency (%)
60043 1
< 0.1%
5642 1
< 0.1%
3965 1
< 0.1%
563 1
< 0.1%
559 1
< 0.1%
500 1
< 0.1%
408.28 1
< 0.1%
300 1
< 0.1%
278.59 1
< 0.1%
276.66 1
< 0.1%

evening_do
Real number (ℝ)

MISSING  SKEWED 

Distinct7706
Distinct (%)10.4%
Missing65098
Missing (%)46.8%
Infinite0
Infinite (%)0.0%
Mean6.0052777
Minimum-62.837
Maximum6706
Zeros40
Zeros (%)< 0.1%
Negative10
Negative (%)< 0.1%
Memory size1.1 MiB
2024-08-14T19:58:12.938125image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/

Quantile statistics

Minimum-62.837
5-th percentile3.69
Q14.831
median5.64
Q36.5
95-th percentile8.45
Maximum6706
Range6768.837
Interquartile range (IQR)1.669

Descriptive statistics

Standard deviation30.444501
Coefficient of variation (CV)5.0696242
Kurtosis38953.051
Mean6.0052777
Median Absolute Deviation (MAD)0.83
Skewness192.23978
Sum444102.3
Variance926.86765
MonotonicityNot monotonic
2024-08-14T19:58:13.249651image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
6 1208
 
0.9%
5 967
 
0.7%
7 773
 
0.6%
5.5 702
 
0.5%
5.6 694
 
0.5%
8 664
 
0.5%
5.8 656
 
0.5%
5.4 596
 
0.4%
6.2 593
 
0.4%
5.7 583
 
0.4%
Other values (7696) 66516
47.8%
(Missing) 65098
46.8%
ValueCountFrequency (%)
-62.837 1
< 0.1%
-44.301 1
< 0.1%
-42.26 1
< 0.1%
-21.30266667 1
< 0.1%
-18.279 1
< 0.1%
-2.69 1
< 0.1%
-2.6545 1
< 0.1%
-2.107 1
< 0.1%
-0.693 1
< 0.1%
-0.471 1
< 0.1%
ValueCountFrequency (%)
6706 1
< 0.1%
4634 1
< 0.1%
768 1
< 0.1%
704 1
< 0.1%
602 1
< 0.1%
512 1
< 0.1%
504 1
< 0.1%
219.09 1
< 0.1%
90 1
< 0.1%
82.03333333 1
< 0.1%

morning_salinity
Real number (ℝ)

HIGH CORRELATION  MISSING  SKEWED 

Distinct19113
Distinct (%)20.6%
Missing46388
Missing (%)33.4%
Infinite0
Infinite (%)0.0%
Mean22.777202
Minimum-25
Maximum15734
Zeros14
Zeros (%)< 0.1%
Negative2
Negative (%)< 0.1%
Memory size1.1 MiB
2024-08-14T19:58:13.656556image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/

Quantile statistics

Minimum-25
5-th percentile7.50005
Q116.8
median23
Q329
95-th percentile36
Maximum15734
Range15759
Interquartile range (IQR)12.2

Descriptive statistics

Standard deviation60.78861
Coefficient of variation (CV)2.6688357
Kurtosis53605.899
Mean22.777202
Median Absolute Deviation (MAD)6
Skewness223.21579
Sum2110581.1
Variance3695.2551
MonotonicityNot monotonic
2024-08-14T19:58:14.089500image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
30 4293
 
3.1%
25 3510
 
2.5%
20 2697
 
1.9%
29 2477
 
1.8%
28 2260
 
1.6%
22 2181
 
1.6%
35 2002
 
1.4%
26 2000
 
1.4%
27 1916
 
1.4%
24 1896
 
1.4%
Other values (19103) 67430
48.5%
(Missing) 46388
33.4%
ValueCountFrequency (%)
-25 1
 
< 0.1%
-23 1
 
< 0.1%
0 14
< 0.1%
0.0585 1
 
< 0.1%
0.209 1
 
< 0.1%
0.249 1
 
< 0.1%
0.377 1
 
< 0.1%
0.5 6
< 0.1%
0.585 1
 
< 0.1%
0.6 1
 
< 0.1%
ValueCountFrequency (%)
15734 1
< 0.1%
9124 1
< 0.1%
2425.3 1
< 0.1%
285 1
< 0.1%
275 1
< 0.1%
254 1
< 0.1%
233 1
< 0.1%
225 1
< 0.1%
171.9333333 1
< 0.1%
145 1
< 0.1%

evening_salinity
Real number (ℝ)

HIGH CORRELATION  MISSING  SKEWED 

Distinct18407
Distinct (%)28.3%
Missing73957
Missing (%)53.2%
Infinite0
Infinite (%)0.0%
Mean22.090321
Minimum0
Maximum33958
Zeros25
Zeros (%)< 0.1%
Negative0
Negative (%)0.0%
Memory size1.1 MiB
2024-08-14T19:58:14.495214image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile7.6
Q115.688
median21.4
Q326.95
95-th percentile34.11
Maximum33958
Range33958
Interquartile range (IQR)11.262

Descriptive statistics

Standard deviation152.69258
Coefficient of variation (CV)6.9121935
Kurtosis41089.041
Mean22.090321
Median Absolute Deviation (MAD)5.6
Skewness197.81425
Sum1437925.3
Variance23315.023
MonotonicityNot monotonic
2024-08-14T19:58:14.908477image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
25 2345
 
1.7%
30 2173
 
1.6%
20 1638
 
1.2%
15 1369
 
1.0%
22 1332
 
1.0%
27 1308
 
0.9%
24 1189
 
0.9%
28 1098
 
0.8%
26 1081
 
0.8%
23 1045
 
0.8%
Other values (18397) 50515
36.3%
(Missing) 73957
53.2%
ValueCountFrequency (%)
0 25
< 0.1%
0.094 1
 
< 0.1%
0.13 1
 
< 0.1%
0.266 1
 
< 0.1%
0.267 1
 
< 0.1%
0.421 1
 
< 0.1%
0.5 5
 
< 0.1%
0.587 1
 
< 0.1%
0.6 2
 
< 0.1%
0.681 1
 
< 0.1%
ValueCountFrequency (%)
33958 1
< 0.1%
18920 1
< 0.1%
1528 1
< 0.1%
1526 1
< 0.1%
132 1
< 0.1%
129.3333333 1
< 0.1%
120 1
< 0.1%
95 1
< 0.1%
90 2
< 0.1%
60 2
< 0.1%

morning_pH
Real number (ℝ)

HIGH CORRELATION  MISSING  SKEWED 

Distinct3190
Distinct (%)2.7%
Missing20115
Missing (%)14.5%
Infinite0
Infinite (%)0.0%
Mean8.0069808
Minimum0
Maximum7421
Zeros1
Zeros (%)< 0.1%
Negative0
Negative (%)0.0%
Memory size1.1 MiB
2024-08-14T19:58:15.314362image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile7.268
Q17.615
median7.9
Q38.12
95-th percentile8.6
Maximum7421
Range7421
Interquartile range (IQR)0.505

Descriptive statistics

Standard deviation22.025251
Coefficient of variation (CV)2.7507561
Kurtosis107944.12
Mean8.0069808
Median Absolute Deviation (MAD)0.26
Skewness322.05997
Sum952310.27
Variance485.1117
MonotonicityNot monotonic
2024-08-14T19:58:15.751231image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
7.9 7566
 
5.4%
8 7514
 
5.4%
7.8 7196
 
5.2%
7.7 6481
 
4.7%
8.1 5333
 
3.8%
7.6 4734
 
3.4%
8.2 4326
 
3.1%
7.5 3624
 
2.6%
8.3 3216
 
2.3%
7.4 2302
 
1.7%
Other values (3180) 66643
47.9%
(Missing) 20115
 
14.5%
ValueCountFrequency (%)
0 1
< 0.1%
0.1 1
< 0.1%
0.5 1
< 0.1%
0.8 1
< 0.1%
0.82 1
< 0.1%
0.83 1
< 0.1%
0.9 1
< 0.1%
1.03 1
< 0.1%
2 2
< 0.1%
3.22 1
< 0.1%
ValueCountFrequency (%)
7421 1
 
< 0.1%
806 1
 
< 0.1%
798 1
 
< 0.1%
753 1
 
< 0.1%
736 1
 
< 0.1%
444 1
 
< 0.1%
132 1
 
< 0.1%
90 3
< 0.1%
89 1
 
< 0.1%
87 2
< 0.1%

evening_pH
Real number (ℝ)

HIGH CORRELATION  MISSING  SKEWED 

Distinct2417
Distinct (%)4.0%
Missing78101
Missing (%)56.2%
Infinite0
Infinite (%)0.0%
Mean8.212628
Minimum0
Maximum862
Zeros3
Zeros (%)< 0.1%
Negative0
Negative (%)0.0%
Memory size1.1 MiB
2024-08-14T19:58:16.172268image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile7.4
Q17.9
median8.2
Q38.412
95-th percentile8.9
Maximum862
Range862
Interquartile range (IQR)0.512

Descriptive statistics

Standard deviation5.0943693
Coefficient of variation (CV)0.62030927
Kurtosis22562.622
Mean8.212628
Median Absolute Deviation (MAD)0.3
Skewness142.98887
Sum500551.46
Variance25.952599
MonotonicityNot monotonic
2024-08-14T19:58:16.592966image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
8.2 4007
 
2.9%
8.3 3963
 
2.9%
8 3939
 
2.8%
8.1 3897
 
2.8%
8.4 3472
 
2.5%
7.9 3047
 
2.2%
8.5 2880
 
2.1%
7.8 2546
 
1.8%
8.6 1944
 
1.4%
7.7 1940
 
1.4%
Other values (2407) 29314
 
21.1%
(Missing) 78101
56.2%
ValueCountFrequency (%)
0 3
 
< 0.1%
0.3 8
< 0.1%
0.31 1
 
< 0.1%
0.32 3
 
< 0.1%
0.33 3
 
< 0.1%
0.34 7
< 0.1%
0.35 7
< 0.1%
0.36 3
 
< 0.1%
0.37 3
 
< 0.1%
0.4 1
 
< 0.1%
ValueCountFrequency (%)
862 1
 
< 0.1%
796 1
 
< 0.1%
270.3666667 1
 
< 0.1%
269.2 1
 
< 0.1%
88 1
 
< 0.1%
87 1
 
< 0.1%
84 1
 
< 0.1%
81 2
< 0.1%
78 1
 
< 0.1%
77 3
< 0.1%

transparency
Real number (ℝ)

MISSING 

Distinct527
Distinct (%)0.7%
Missing61750
Missing (%)44.4%
Infinite0
Infinite (%)0.0%
Mean43.021658
Minimum-35
Maximum1110
Zeros7
Zeros (%)< 0.1%
Negative1
Negative (%)< 0.1%
Memory size1.1 MiB
2024-08-14T19:58:16.931570image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/

Quantile statistics

Minimum-35
5-th percentile20
Q130
median38
Q350
95-th percentile87.5
Maximum1110
Range1145
Interquartile range (IQR)20

Descriptive statistics

Standard deviation20.770684
Coefficient of variation (CV)0.48279599
Kurtosis98.665819
Mean43.021658
Median Absolute Deviation (MAD)8
Skewness3.4578323
Sum3325574.2
Variance431.42131
MonotonicityNot monotonic
2024-08-14T19:58:17.209539image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
30 9533
 
6.9%
40 8902
 
6.4%
35 7122
 
5.1%
25 4758
 
3.4%
45 4143
 
3.0%
50 4002
 
2.9%
32.5 2760
 
2.0%
37.5 2698
 
1.9%
20 2687
 
1.9%
60 2325
 
1.7%
Other values (517) 28370
20.4%
(Missing) 61750
44.4%
ValueCountFrequency (%)
-35 1
 
< 0.1%
0 7
< 0.1%
0.8 1
 
< 0.1%
1.2 2
 
< 0.1%
1.3 1
 
< 0.1%
1.5 1
 
< 0.1%
2 2
 
< 0.1%
2.5 2
 
< 0.1%
3 1
 
< 0.1%
4 4
< 0.1%
ValueCountFrequency (%)
1110 1
 
< 0.1%
501 1
 
< 0.1%
499 1
 
< 0.1%
280.5 1
 
< 0.1%
193.5 1
 
< 0.1%
180 6
< 0.1%
165 2
 
< 0.1%
160 2
 
< 0.1%
150 9
< 0.1%
148.5 1
 
< 0.1%

ammonia
Real number (ℝ)

MISSING  SKEWED 

Distinct291
Distinct (%)7.8%
Missing135302
Missing (%)97.3%
Infinite0
Infinite (%)0.0%
Mean1.1856804
Minimum0
Maximum2057
Zeros562
Zeros (%)0.4%
Negative0
Negative (%)0.0%
Memory size1.1 MiB
2024-08-14T19:58:17.512771image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10.01
median0.03
Q30.13
95-th percentile1.5
Maximum2057
Range2057
Interquartile range (IQR)0.12

Descriptive statistics

Standard deviation34.359085
Coefficient of variation (CV)28.97837
Kurtosis3423.6177
Mean1.1856804
Median Absolute Deviation (MAD)0.03
Skewness57.3656
Sum4443.93
Variance1180.5467
MonotonicityNot monotonic
2024-08-14T19:58:17.789667image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 562
 
0.4%
0.01 161
 
0.1%
0.5 107
 
0.1%
0.1 100
 
0.1%
0.02 100
 
0.1%
0.25 85
 
0.1%
0.15 75
 
0.1%
0.2 70
 
0.1%
0.03 67
 
< 0.1%
0.019 66
 
< 0.1%
Other values (281) 2355
 
1.7%
(Missing) 135302
97.3%
ValueCountFrequency (%)
0 562
0.4%
0.001 27
 
< 0.1%
0.002 30
 
< 0.1%
0.003 23
 
< 0.1%
0.004 25
 
< 0.1%
0.005 21
 
< 0.1%
0.006 39
 
< 0.1%
0.007 31
 
< 0.1%
0.008 31
 
< 0.1%
0.009 37
 
< 0.1%
ValueCountFrequency (%)
2057 1
< 0.1%
160 1
< 0.1%
150 2
< 0.1%
140 2
< 0.1%
130 1
< 0.1%
125 1
< 0.1%
120 2
< 0.1%
115 1
< 0.1%
88 1
< 0.1%
44 1
< 0.1%

nitrate
Real number (ℝ)

HIGH CORRELATION  MISSING  SKEWED 

Distinct104
Distinct (%)4.8%
Missing136888
Missing (%)98.4%
Infinite0
Infinite (%)0.0%
Mean14.714262
Minimum0
Maximum1272
Zeros308
Zeros (%)0.2%
Negative0
Negative (%)0.0%
Memory size1.1 MiB
2024-08-14T19:58:18.119285image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11
median5
Q320
95-th percentile59.75
Maximum1272
Range1272
Interquartile range (IQR)19

Descriptive statistics

Standard deviation33.204082
Coefficient of variation (CV)2.2565917
Kurtosis951.65759
Mean14.714262
Median Absolute Deviation (MAD)5
Skewness25.515598
Sum31812.234
Variance1102.511
MonotonicityNot monotonic
2024-08-14T19:58:18.576075image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
3 339
 
0.2%
0 308
 
0.2%
10 273
 
0.2%
25 206
 
0.1%
1 134
 
0.1%
15 122
 
0.1%
5 102
 
0.1%
50 93
 
0.1%
75 81
 
0.1%
20 76
 
0.1%
Other values (94) 428
 
0.3%
(Missing) 136888
98.4%
ValueCountFrequency (%)
0 308
0.2%
0.001 1
 
< 0.1%
0.005 1
 
< 0.1%
0.007 2
 
< 0.1%
0.01 2
 
< 0.1%
0.012 1
 
< 0.1%
0.013 1
 
< 0.1%
0.014 3
 
< 0.1%
0.018 1
 
< 0.1%
0.02 1
 
< 0.1%
ValueCountFrequency (%)
1272 1
 
< 0.1%
100 4
< 0.1%
92 1
 
< 0.1%
90.46 1
 
< 0.1%
88 2
< 0.1%
87 1
 
< 0.1%
86 1
 
< 0.1%
85 1
 
< 0.1%
83 2
< 0.1%
80 1
 
< 0.1%

nitrite
Real number (ℝ)

MISSING  SKEWED 

Distinct993
Distinct (%)10.2%
Missing129293
Missing (%)93.0%
Infinite0
Infinite (%)0.0%
Mean16.400004
Minimum0
Maximum48031
Zeros1343
Zeros (%)1.0%
Negative0
Negative (%)0.0%
Memory size1.1 MiB
2024-08-14T19:58:18.987387image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10.019
median0.06
Q30.432
95-th percentile3.5
Maximum48031
Range48031
Interquartile range (IQR)0.413

Descriptive statistics

Standard deviation655.85588
Coefficient of variation (CV)39.991202
Kurtosis4641.4728
Mean16.400004
Median Absolute Deviation (MAD)0.06
Skewness66.953598
Sum160014.84
Variance430146.93
MonotonicityNot monotonic
2024-08-14T19:58:19.397498image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1343
 
1.0%
0.01 359
 
0.3%
0.1 334
 
0.2%
0.05 315
 
0.2%
0.5 269
 
0.2%
0.02 247
 
0.2%
0.03 174
 
0.1%
1 152
 
0.1%
0.2 139
 
0.1%
0.25 127
 
0.1%
Other values (983) 6298
 
4.5%
(Missing) 129293
93.0%
ValueCountFrequency (%)
0 1343
1.0%
0.001 16
 
< 0.1%
0.002 11
 
< 0.1%
0.003 21
 
< 0.1%
0.004 20
 
< 0.1%
0.005 23
 
< 0.1%
0.006 23
 
< 0.1%
0.007 38
 
< 0.1%
0.008 36
 
< 0.1%
0.009 39
 
< 0.1%
ValueCountFrequency (%)
48031 1
< 0.1%
41851 1
< 0.1%
3186 1
< 0.1%
2959 1
< 0.1%
2839 1
< 0.1%
2686 2
< 0.1%
2626 1
< 0.1%
2532 1
< 0.1%
2524 1
< 0.1%
2481 1
< 0.1%

alkalinity
Real number (ℝ)

HIGH CORRELATION  MISSING  SKEWED  ZEROS 

Distinct523
Distinct (%)3.9%
Missing125533
Missing (%)90.3%
Infinite0
Infinite (%)0.0%
Mean124.6744
Minimum0
Maximum19589
Zeros1967
Zeros (%)1.4%
Negative0
Negative (%)0.0%
Memory size1.1 MiB
2024-08-14T19:58:19.779010image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q1100
median125.3
Q3154
95-th percentile239.1
Maximum19589
Range19589
Interquartile range (IQR)54

Descriptive statistics

Standard deviation182.07237
Coefficient of variation (CV)1.460383
Kurtosis9664.9792
Mean124.6744
Median Absolute Deviation (MAD)26.7
Skewness90.455839
Sum1685223.8
Variance33150.35
MonotonicityNot monotonic
2024-08-14T19:58:20.296771image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1967
 
1.4%
120 628
 
0.5%
140 432
 
0.3%
125 426
 
0.3%
130 422
 
0.3%
100 374
 
0.3%
110 267
 
0.2%
160 266
 
0.2%
150 224
 
0.2%
144 218
 
0.2%
Other values (513) 8293
 
6.0%
(Missing) 125533
90.3%
ValueCountFrequency (%)
0 1967
1.4%
0.135 1
 
< 0.1%
0.5 1
 
< 0.1%
4 1
 
< 0.1%
9 1
 
< 0.1%
9.9 1
 
< 0.1%
10.2 1
 
< 0.1%
10.5 2
 
< 0.1%
12 1
 
< 0.1%
22 1
 
< 0.1%
ValueCountFrequency (%)
19589 1
< 0.1%
944 1
< 0.1%
800 1
< 0.1%
772 1
< 0.1%
704 1
< 0.1%
684 1
< 0.1%
680 1
< 0.1%
640 1
< 0.1%
620 1
< 0.1%
614 1
< 0.1%

hardness
Real number (ℝ)

HIGH CORRELATION  MISSING  SKEWED 

Distinct1225
Distinct (%)22.2%
Missing133525
Missing (%)96.0%
Infinite0
Infinite (%)0.0%
Mean5074.4698
Minimum0
Maximum2000000
Zeros5
Zeros (%)< 0.1%
Negative0
Negative (%)0.0%
Memory size1.1 MiB
2024-08-14T19:58:20.780936image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile825.2
Q13800
median5050
Q35757
95-th percentile6800
Maximum2000000
Range2000000
Interquartile range (IQR)1957

Descriptive statistics

Standard deviation26939.916
Coefficient of variation (CV)5.3089124
Kurtosis5446.2949
Mean5074.4698
Median Absolute Deviation (MAD)852
Skewness73.539204
Sum28036446
Variance7.2575905 × 108
MonotonicityNot monotonic
2024-08-14T19:58:21.271765image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
5400 143
 
0.1%
5600 134
 
0.1%
5000 130
 
0.1%
5300 130
 
0.1%
5200 115
 
0.1%
6000 114
 
0.1%
5500 112
 
0.1%
5900 103
 
0.1%
6500 97
 
0.1%
5700 97
 
0.1%
Other values (1215) 4350
 
3.1%
(Missing) 133525
96.0%
ValueCountFrequency (%)
0 5
< 0.1%
0.019 1
 
< 0.1%
0.432 1
 
< 0.1%
3.65 1
 
< 0.1%
3.814 1
 
< 0.1%
4.25 1
 
< 0.1%
4.4 1
 
< 0.1%
4.65 2
 
< 0.1%
5 2
 
< 0.1%
5.1 1
 
< 0.1%
ValueCountFrequency (%)
2000000 1
< 0.1%
55450 1
< 0.1%
51000 1
< 0.1%
48000 1
< 0.1%
45000 1
< 0.1%
40745 1
< 0.1%
39000 1
< 0.1%
31000 1
< 0.1%
16900 1
< 0.1%
15700 1
< 0.1%

calcium
Real number (ℝ)

HIGH CORRELATION  MISSING 

Distinct472
Distinct (%)7.2%
Missing132458
Missing (%)95.3%
Infinite0
Infinite (%)0.0%
Mean576.66702
Minimum0
Maximum11250
Zeros5
Zeros (%)< 0.1%
Negative0
Negative (%)0.0%
Memory size1.1 MiB
2024-08-14T19:58:21.692619image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile160
Q1320
median421
Q3800
95-th percentile1246.25
Maximum11250
Range11250
Interquartile range (IQR)480

Descriptive statistics

Standard deviation410.01305
Coefficient of variation (CV)0.71100484
Kurtosis75.655157
Mean576.66702
Median Absolute Deviation (MAD)161
Skewness4.3071642
Sum3801389
Variance168110.7
MonotonicityNot monotonic
2024-08-14T19:58:22.122103image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
400 504
 
0.4%
360 413
 
0.3%
440 283
 
0.2%
320 260
 
0.2%
1000 237
 
0.2%
480 216
 
0.2%
1100 186
 
0.1%
800 154
 
0.1%
600 137
 
0.1%
900 121
 
0.1%
Other values (462) 4081
 
2.9%
(Missing) 132458
95.3%
ValueCountFrequency (%)
0 5
 
< 0.1%
1.067 14
< 0.1%
1.162 1
 
< 0.1%
1.164 13
< 0.1%
1.194 1
 
< 0.1%
1.2 1
 
< 0.1%
1.212 1
 
< 0.1%
1.25 1
 
< 0.1%
1.294 2
 
< 0.1%
1.313 2
 
< 0.1%
ValueCountFrequency (%)
11250 1
 
< 0.1%
5000 1
 
< 0.1%
3700 1
 
< 0.1%
3600 2
< 0.1%
3500 3
< 0.1%
3000 2
< 0.1%
2900 2
< 0.1%
2850 1
 
< 0.1%
2700 2
< 0.1%
2650 1
 
< 0.1%

magnesium
Real number (ℝ)

HIGH CORRELATION  MISSING 

Distinct1139
Distinct (%)17.2%
Missing132430
Missing (%)95.2%
Infinite0
Infinite (%)0.0%
Mean1959.7112
Minimum0
Maximum32000
Zeros9
Zeros (%)< 0.1%
Negative0
Negative (%)0.0%
Memory size1.1 MiB
2024-08-14T19:58:22.521047image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile500
Q1930
median1200
Q32850
95-th percentile5300
Maximum32000
Range32000
Interquartile range (IQR)1920

Descriptive statistics

Standard deviation1769.1901
Coefficient of variation (CV)0.90278107
Kurtosis31.07214
Mean1959.7112
Median Absolute Deviation (MAD)349.5
Skewness3.2604652
Sum12973288
Variance3130033.7
MonotonicityNot monotonic
2024-08-14T19:58:22.947041image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
1215 90
 
0.1%
1312 82
 
0.1%
500 78
 
0.1%
1264 77
 
0.1%
1166 73
 
0.1%
600 72
 
0.1%
1361 69
 
< 0.1%
1239 61
 
< 0.1%
1200 60
 
< 0.1%
950 57
 
< 0.1%
Other values (1129) 5901
 
4.2%
(Missing) 132430
95.2%
ValueCountFrequency (%)
0 9
< 0.1%
0.01 2
 
< 0.1%
0.07 1
 
< 0.1%
0.4 3
 
< 0.1%
1.078 1
 
< 0.1%
2.09 1
 
< 0.1%
2.189 3
 
< 0.1%
2.45 1
 
< 0.1%
2.5 1
 
< 0.1%
2.65 1
 
< 0.1%
ValueCountFrequency (%)
32000 1
< 0.1%
28000 1
< 0.1%
26000 1
< 0.1%
25000 1
< 0.1%
15550 1
< 0.1%
14000 1
< 0.1%
12900 2
< 0.1%
12600 1
< 0.1%
12121 1
< 0.1%
11800 1
< 0.1%

carbonate
Real number (ℝ)

HIGH CORRELATION  MISSING  SKEWED  ZEROS 

Distinct107
Distinct (%)2.0%
Missing133762
Missing (%)96.2%
Infinite0
Infinite (%)0.0%
Mean12.63243
Minimum0
Maximum2400
Zeros3043
Zeros (%)2.2%
Negative0
Negative (%)0.0%
Memory size1.1 MiB
2024-08-14T19:58:23.354854image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q312
95-th percentile40
Maximum2400
Range2400
Interquartile range (IQR)12

Descriptive statistics

Standard deviation89.049388
Coefficient of variation (CV)7.0492682
Kurtosis566.92537
Mean12.63243
Median Absolute Deviation (MAD)0
Skewness23.103837
Sum66800.29
Variance7929.7935
MonotonicityNot monotonic
2024-08-14T19:58:23.732985image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 3043
 
2.2%
8 301
 
0.2%
12 263
 
0.2%
4 236
 
0.2%
20 230
 
0.2%
16 183
 
0.1%
24 96
 
0.1%
28 69
 
< 0.1%
10 69
 
< 0.1%
40 65
 
< 0.1%
Other values (97) 733
 
0.5%
(Missing) 133762
96.2%
ValueCountFrequency (%)
0 3043
2.2%
1 6
 
< 0.1%
2 16
 
< 0.1%
3 4
 
< 0.1%
4 236
 
0.2%
5 19
 
< 0.1%
6 1
 
< 0.1%
8 301
 
0.2%
8.16 2
 
< 0.1%
8.4 5
 
< 0.1%
ValueCountFrequency (%)
2400 4
< 0.1%
2353 1
 
< 0.1%
1568 5
< 0.1%
476 1
 
< 0.1%
328 1
 
< 0.1%
170 1
 
< 0.1%
141 1
 
< 0.1%
130 2
 
< 0.1%
125 3
< 0.1%
116 1
 
< 0.1%

bicarbonate
Real number (ℝ)

HIGH CORRELATION  MISSING  SKEWED 

Distinct354
Distinct (%)5.3%
Missing132372
Missing (%)95.2%
Infinite0
Infinite (%)0.0%
Mean136.52725
Minimum0
Maximum19589
Zeros6
Zeros (%)< 0.1%
Negative0
Negative (%)0.0%
Memory size1.1 MiB
2024-08-14T19:58:24.056168image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile75
Q1104
median125
Q3152
95-th percentile212
Maximum19589
Range19589
Interquartile range (IQR)48

Descriptive statistics

Standard deviation245.06176
Coefficient of variation (CV)1.7949659
Kurtosis5948.3691
Mean136.52725
Median Absolute Deviation (MAD)23
Skewness74.988915
Sum911729
Variance60055.268
MonotonicityNot monotonic
2024-08-14T19:58:24.352875image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
120 229
 
0.2%
100 164
 
0.1%
140 160
 
0.1%
110 143
 
0.1%
116 137
 
0.1%
160 136
 
0.1%
156 126
 
0.1%
136 125
 
0.1%
124 125
 
0.1%
112 124
 
0.1%
Other values (344) 5209
 
3.7%
(Missing) 132372
95.2%
ValueCountFrequency (%)
0 6
< 0.1%
2 1
 
< 0.1%
4 2
 
< 0.1%
6 4
< 0.1%
12 1
 
< 0.1%
20 4
< 0.1%
28 1
 
< 0.1%
29 2
 
< 0.1%
32 1
 
< 0.1%
34 1
 
< 0.1%
ValueCountFrequency (%)
19589 1
< 0.1%
1176 1
< 0.1%
966 1
< 0.1%
944 1
< 0.1%
800 1
< 0.1%
714 1
< 0.1%
704 1
< 0.1%
684 1
< 0.1%
680 1
< 0.1%
640 1
< 0.1%

tom
Real number (ℝ)

HIGH CORRELATION  MISSING  SKEWED 

Distinct1270
Distinct (%)17.5%
Missing131774
Missing (%)94.8%
Infinite0
Infinite (%)0.0%
Mean147.34103
Minimum-15.17
Maximum73312
Zeros4
Zeros (%)< 0.1%
Negative2
Negative (%)< 0.1%
Memory size1.1 MiB
2024-08-14T19:58:24.639412image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/

Quantile statistics

Minimum-15.17
5-th percentile32
Q164.9275
median87.585
Q3106
95-th percentile173
Maximum73312
Range73327.17
Interquartile range (IQR)41.0725

Descriptive statistics

Standard deviation1655.0031
Coefficient of variation (CV)11.232466
Kurtosis1349.6789
Mean147.34103
Median Absolute Deviation (MAD)20.41
Skewness35.125418
Sum1072053.3
Variance2739035.2
MonotonicityNot monotonic
2024-08-14T19:58:25.048620image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
94 94
 
0.1%
91 72
 
0.1%
97 71
 
0.1%
90 67
 
< 0.1%
56 65
 
< 0.1%
80 64
 
< 0.1%
77 63
 
< 0.1%
99 63
 
< 0.1%
85 62
 
< 0.1%
96 62
 
< 0.1%
Other values (1260) 6593
 
4.7%
(Missing) 131774
94.8%
ValueCountFrequency (%)
-15.17 2
< 0.1%
0 4
< 0.1%
0.01 1
 
< 0.1%
0.24 1
 
< 0.1%
0.26 1
 
< 0.1%
0.46 1
 
< 0.1%
0.56 1
 
< 0.1%
0.69 1
 
< 0.1%
0.72 1
 
< 0.1%
0.9 1
 
< 0.1%
ValueCountFrequency (%)
73312 1
< 0.1%
72048 1
< 0.1%
55616 1
< 0.1%
49296 1
< 0.1%
31600 2
< 0.1%
30336 1
< 0.1%
22752 1
< 0.1%
9859 1
< 0.1%
9790 1
< 0.1%
9572 1
< 0.1%

total_plankton_
Real number (ℝ)

MISSING  SKEWED  ZEROS 

Distinct2605
Distinct (%)20.6%
Missing126429
Missing (%)90.9%
Infinite0
Infinite (%)0.0%
Mean546490.45
Minimum0
Maximum2.1250533 × 108
Zeros3068
Zeros (%)2.2%
Negative0
Negative (%)0.0%
Memory size1.1 MiB
2024-08-14T19:58:25.392803image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q13
median200000
Q3690000
95-th percentile2130000
Maximum2.1250533 × 108
Range2.1250533 × 108
Interquartile range (IQR)689997

Descriptive statistics

Standard deviation2228630.6
Coefficient of variation (CV)4.0780778
Kurtosis6696.3772
Mean546490.45
Median Absolute Deviation (MAD)200000
Skewness73.739791
Sum6.897256 × 109
Variance4.9667944 × 1012
MonotonicityNot monotonic
2024-08-14T19:58:25.669389image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 3068
 
2.2%
300000 62
 
< 0.1%
200000 59
 
< 0.1%
190000 55
 
< 0.1%
500000 51
 
< 0.1%
540000 49
 
< 0.1%
350000 49
 
< 0.1%
400000 48
 
< 0.1%
230000 48
 
< 0.1%
180000 46
 
< 0.1%
Other values (2595) 9086
 
6.5%
(Missing) 126429
90.9%
ValueCountFrequency (%)
0 3068
2.2%
0.075 1
 
< 0.1%
0.1 3
 
< 0.1%
0.2 4
 
< 0.1%
0.233333333 1
 
< 0.1%
0.266666667 1
 
< 0.1%
0.3 6
 
< 0.1%
0.366666667 1
 
< 0.1%
0.4 4
 
< 0.1%
0.5 6
 
< 0.1%
ValueCountFrequency (%)
212505333 1
< 0.1%
90558950 1
< 0.1%
23900000 1
< 0.1%
19530000 1
< 0.1%
15192500 1
< 0.1%
14230000 1
< 0.1%
13830801 1
< 0.1%
10790000 1
< 0.1%
10265000 1
< 0.1%
9720000 1
< 0.1%

Interactions

2024-08-14T19:57:59.498927image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:08.139484image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:13.696162image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:19.995415image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:25.358441image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:30.778371image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:36.232363image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:41.836987image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:47.500267image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:52.947240image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:58.911738image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:04.563146image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:09.679527image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:14.821763image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:20.204940image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:25.859153image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:31.581083image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:37.312737image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:43.113578image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:48.557467image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:54.040040image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:59.738707image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:08.405614image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:13.940433image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:20.267119image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:25.637180image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:31.003430image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:36.535083image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:42.115720image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:47.738036image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:53.200744image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:59.166847image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:04.849163image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:09.941405image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:15.114794image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:20.491889image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:26.159689image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:31.851678image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:37.609797image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:43.369826image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:48.817902image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:54.298643image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:58:00.018083image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:08.676873image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:14.184570image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:20.497695image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:25.931330image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:31.273758image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:36.822960image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:42.371698image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
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2024-08-14T19:56:59.439794image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:05.159614image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:10.153905image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:15.368504image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:20.763839image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:26.417904image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:32.128702image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:37.889052image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:43.620930image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:49.152195image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:54.567838image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:58:00.227967image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:08.940420image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:14.397051image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:20.828559image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:26.204107image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:31.560314image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:37.041340image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:42.651758image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:48.183470image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:53.728514image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:59.717827image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:05.426199image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:10.418057image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:15.660033image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:21.004694image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:26.700983image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:32.411152image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:38.162877image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:43.870778image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:49.441220image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:54.854194image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:58:00.493054image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:09.202212image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:14.758243image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:21.048856image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:26.465109image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:31.827538image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:37.351865image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:42.935533image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:48.419165image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:53.950891image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:59.994233image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:05.693488image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:10.670186image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:15.931753image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:21.292690image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:26.934376image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:32.679525image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:38.452908image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:44.154238image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:49.702419image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
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2024-08-14T19:58:00.743291image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:09.479568image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:15.131965image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:21.399839image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:26.763809image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:32.081636image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:37.656992image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
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2024-08-14T19:57:05.961875image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:10.918496image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
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2024-08-14T19:57:27.369217image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
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2024-08-14T19:57:46.796537image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:52.429433image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:57.929633image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:58:03.744714image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:12.500999image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:18.784208image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:24.123413image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:29.591816image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:34.921428image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:40.516664image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:46.202423image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:51.557062image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:57.711104image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:03.313160image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:08.424670image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:13.534834image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:18.930228image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:24.486448image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:30.161300image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:36.110879image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:41.729135image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:47.093559image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:52.648263image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:58.199137image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:58:03.949965image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:12.740522image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:19.047877image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:24.339592image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:29.867661image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:35.174603image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:40.798178image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:46.463624image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:51.816704image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:57.996239image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:03.567768image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:08.659235image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:13.824283image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:19.147688image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:24.770640image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:30.426589image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:36.324759image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:42.005637image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:47.399187image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:52.920755image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:58.478331image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:58:04.220391image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:13.006847image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:19.299575image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:24.539780image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:30.075790image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:35.443813image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:41.051203image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:46.739032image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:52.076488image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:58.239966image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:03.848012image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:08.925434image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:14.021479image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:19.410586image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:25.002173image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:30.702857image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:36.527234image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:42.266633image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:47.682920image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:53.183650image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:58.705428image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:58:04.509810image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:13.236056image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:19.550267image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:24.779712image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:30.301161image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:35.689395image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:41.307696image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:46.963082image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:52.371177image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:58.443727image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:04.125596image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:09.164021image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:14.279548image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:19.703597image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:25.299954image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:31.007014image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:36.771708image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:42.553525image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:47.991574image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:53.474986image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:58.998897image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:58:04.789675image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:13.456060image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:19.785352image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:25.070268image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:30.560669image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:35.969060image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:41.602700image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:47.216239image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:52.662748image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:56:58.696312image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:04.358702image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:09.433128image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:14.560999image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:19.936148image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:25.592232image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:31.289132image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:37.061652image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:42.826202image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:48.327473image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:53.756391image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
2024-08-14T19:57:59.280666image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/

Correlations

2024-08-14T19:58:25.887026image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
alkalinityammoniabicarbonatecalciumcarbonatecycle_idevening_doevening_pHevening_salinityevening_temperaturehardnessmagnesiummorning_domorning_pHmorning_salinitymorning_temperaturenitratenitritetomtotal_plankton_transparency
alkalinity1.0000.2110.9120.1070.025-0.1430.102-0.0720.126-0.028-0.1140.103-0.0610.0140.132-0.005-0.1140.1710.0250.455-0.087
ammonia0.2111.0000.201-0.2260.0820.192-0.045-0.1440.0380.029-0.072-0.2390.0770.017-0.010-0.004-0.1490.275-0.0710.041-0.128
bicarbonate0.9120.2011.0000.085-0.2780.3030.046-0.262-0.142-0.032-0.0960.086-0.097-0.077-0.0380.015-0.0180.2220.2010.041-0.284
calcium0.107-0.2260.0851.000-0.0040.046-0.061-0.1670.365-0.1230.5280.8030.063-0.0140.274-0.1230.0990.033-0.0390.0960.077
carbonate0.0250.082-0.278-0.0041.000-0.1920.3220.428-0.1760.168-0.2070.0210.1160.533-0.3070.031-0.236-0.053-0.240-0.0800.306
cycle_id-0.1430.1920.3030.046-0.1921.000-0.013-0.1130.1170.2370.0620.012-0.089-0.0140.0970.2930.1740.0760.017-0.241-0.077
evening_do0.102-0.0450.046-0.0610.322-0.0131.0000.202-0.228-0.036-0.298-0.0970.4600.226-0.289-0.107-0.418-0.082-0.227-0.0980.160
evening_pH-0.072-0.144-0.262-0.1670.428-0.1130.2021.000-0.2010.100-0.084-0.1330.1000.740-0.075-0.035-0.177-0.3710.1570.0980.212
evening_salinity0.1260.038-0.1420.365-0.1760.117-0.228-0.2011.000-0.0030.7990.288-0.068-0.2100.983-0.0350.005-0.109-0.010-0.0620.012
evening_temperature-0.0280.029-0.032-0.1230.1680.237-0.0360.100-0.0031.000-0.136-0.115-0.2150.050-0.0730.743-0.0180.022-0.0930.030-0.030
hardness-0.114-0.072-0.0960.528-0.2070.062-0.298-0.0840.799-0.1361.0000.536-0.093-0.0020.763-0.0880.026-0.1950.1550.0570.011
magnesium0.103-0.2390.0860.8030.0210.012-0.097-0.1330.288-0.1150.5361.000-0.022-0.1270.324-0.0300.092-0.024-0.0030.219-0.011
morning_do-0.0610.077-0.0970.0630.116-0.0890.4600.100-0.068-0.215-0.093-0.0221.0000.137-0.049-0.186-0.175-0.0610.004-0.2130.245
morning_pH0.0140.017-0.077-0.0140.533-0.0140.2260.740-0.2100.050-0.002-0.1270.1371.000-0.152-0.006-0.318-0.320-0.079-0.1350.306
morning_salinity0.132-0.010-0.0380.274-0.3070.097-0.289-0.0750.983-0.0730.7630.324-0.049-0.1521.000-0.0290.172-0.075-0.0340.0920.062
morning_temperature-0.005-0.0040.015-0.1230.0310.293-0.107-0.035-0.0350.743-0.088-0.030-0.186-0.006-0.0291.0000.2020.050-0.187-0.059-0.057
nitrate-0.114-0.149-0.0180.099-0.2360.174-0.418-0.1770.005-0.0180.0260.092-0.175-0.3180.1720.2021.0000.1860.5360.300-0.212
nitrite0.1710.2750.2220.033-0.0530.076-0.082-0.371-0.1090.022-0.195-0.024-0.061-0.320-0.0750.0500.1861.0000.1170.079-0.277
tom0.025-0.0710.201-0.039-0.2400.017-0.2270.157-0.010-0.0930.155-0.0030.004-0.079-0.034-0.1870.5360.1171.0000.347-0.263
total_plankton_0.4550.0410.0410.096-0.080-0.241-0.0980.098-0.0620.0300.0570.219-0.213-0.1350.092-0.0590.3000.0790.3471.000-0.083
transparency-0.087-0.128-0.2840.0770.306-0.0770.1600.2120.012-0.0300.011-0.0110.2450.3060.062-0.057-0.212-0.277-0.263-0.0831.000

Missing values

2024-08-14T19:58:05.208086image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
A simple visualization of nullity by column.
2024-08-14T19:58:06.317713image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
2024-08-14T19:58:07.953616image/svg+xmlMatplotlib v3.9.1.post1, https://matplotlib.org/
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

cycle_idmeasured_datemorning_temperatureevening_temperaturemorning_doevening_domorning_salinityevening_salinitymorning_pHevening_pHtransparencyammonianitratenitritealkalinityhardnesscalciummagnesiumcarbonatebicarbonatetomtotal_plankton_
0150092022-04-1629.000000NaNNaNNaN28.000NaN8.100NaN50.0NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
1108972021-07-30NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
2278932023-12-0729.34200032.4454.3550006.2532.1552.6868.294NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
3176372022-08-1124.90000025.9005.1000003.80021.000NaN7.4006.90000050.0NaNNaN0.2NaNNaNNaNNaNNaNNaNNaNNaN
4198742023-04-0428.21100030.8693.1060004.37012.67312.0417.9118.61900040.0NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
5277582023-12-13NaNNaNNaNNaNNaNNaN8.000NaN67.5NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
6176312022-08-2322.60000023.0006.3000004.57517.00017.0007.0006.90000030.0NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
7203902023-05-1626.23333327.2004.4333335.100NaNNaN7.2007.16666720.0NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
8249462023-09-1126.84000033.3884.2300005.7978.9608.1768.340NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
9154862022-04-2530.20000030.2008.4000008.40025.00025.0008.0208.020000100.0NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
cycle_idmeasured_datemorning_temperatureevening_temperaturemorning_doevening_domorning_salinityevening_salinitymorning_pHevening_pHtransparencyammonianitratenitritealkalinityhardnesscalciummagnesiumcarbonatebicarbonatetomtotal_plankton_
139040180272022-09-2227.10029.5001.7105.828.1008.0008.170NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
139041165882022-07-0823.00029.3006.500NaN20.00016.0007.670NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
139042207652023-02-20NaN31.100NaN5.89NaN20.700NaN8.37NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
139043208862023-03-0730.87033.3705.4206.5617.76017.4709.1209.82NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
139044159802022-05-20NaNNaNNaNNaNNaNNaN8.900NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
139045190612022-12-2227.00030.000NaNNaN24.000NaN7.6008.4040.0NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
139046190612023-01-1727.00029.000NaNNaN23.000NaN7.6007.7040.0NaNNaN1.892100.04500.0400.0996.00.0100.0107.0822500.0
13904761262021-01-06NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
139048264832024-01-2126.87329.0464.9474.9432.23630.9587.676NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
139049233172023-07-28NaNNaNNaNNaNNaNNaN7.800NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN